Overview
Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 10199 |
| Missing cells | 144 |
| Missing cells (%) | 0.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.6 MiB |
| Average record size in memory | 371.3 B |
Variable types
| Numeric | 9 |
|---|---|
| DateTime | 1 |
| Categorical | 11 |
| Boolean | 1 |
technical_downtime_hrs has constant value "0.0" | Constant |
planned_maintenance_hrs has constant value "0.0" | Constant |
avg_delay_minutes has constant value "0.0" | Constant |
redundancy_flag has constant value "0" | Constant |
downtime_total has constant value "0.0" | Constant |
equipment_id is highly overall correlated with equipment_type | High correlation |
equipment_type is highly overall correlated with equipment_id | High correlation |
idle_hrs is highly overall correlated with utilization_efficiency and 2 other fields | High correlation |
max_capacity_hrs is highly overall correlated with total_cases_day_lab and 1 other fields | High correlation |
total_cases_day_lab is highly overall correlated with max_capacity_hrs | High correlation |
utilization_efficiency is highly overall correlated with idle_hrs and 3 other fields | High correlation |
utilization_hrs is highly overall correlated with max_capacity_hrs and 3 other fields | High correlation |
utilization_pct is highly overall correlated with idle_hrs and 3 other fields | High correlation |
utilization_ratio is highly overall correlated with idle_hrs and 3 other fields | High correlation |
utilization_efficiency has 102 (1.0%) missing values | Missing |
record_id is uniformly distributed | Uniform |
equipment_id is uniformly distributed | Uniform |
record_id has unique values | Unique |
workflow_delay_events has 8028 (78.7%) zeros | Zeros |
total_cases_day_lab has 117 (1.1%) zeros | Zeros |
Reproduction
| Analysis started | 2026-01-01 06:59:11.550788 |
|---|---|
| Analysis finished | 2026-01-01 06:59:22.554398 |
| Duration | 11 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
record_id
Real number (ℝ)
Uniform Unique
| Distinct | 10199 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5494.1192 |
| Minimum | 319 |
|---|---|
| Maximum | 10752 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.8 KiB |
Quantile statistics
| Minimum | 319 |
|---|---|
| 5-th percentile | 829.9 |
| Q1 | 2882.5 |
| median | 5468 |
| Q3 | 8099.5 |
| 95-th percentile | 10223.1 |
| Maximum | 10752 |
| Range | 10433 |
| Interquartile range (IQR) | 5217 |
Descriptive statistics
| Standard deviation | 3012.6171 |
|---|---|
| Coefficient of variation (CV) | 0.54833486 |
| Kurtosis | -1.1993127 |
| Mean | 5494.1192 |
| Median Absolute Deviation (MAD) | 2609 |
| Skewness | 0.017445768 |
| Sum | 56034522 |
| Variance | 9075861.9 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10752 | 1 | < 0.1% |
| 319 | 1 | < 0.1% |
| 320 | 1 | < 0.1% |
| 321 | 1 | < 0.1% |
| 322 | 1 | < 0.1% |
| 323 | 1 | < 0.1% |
| 324 | 1 | < 0.1% |
| 325 | 1 | < 0.1% |
| 326 | 1 | < 0.1% |
| 327 | 1 | < 0.1% |
| Other values (10189) | 10189 |
| Value | Count | Frequency (%) |
| 319 | 1 | |
| 320 | 1 | |
| 321 | 1 | |
| 322 | 1 | |
| 323 | 1 | |
| 324 | 1 | |
| 325 | 1 | |
| 326 | 1 | |
| 327 | 1 | |
| 328 | 1 |
| Value | Count | Frequency (%) |
| 10752 | 1 | |
| 10751 | 1 | |
| 10750 | 1 | |
| 10749 | 1 | |
| 10748 | 1 | |
| 10747 | 1 | |
| 10746 | 1 | |
| 10745 | 1 | |
| 10744 | 1 | |
| 10743 | 1 |
date
Date
| Distinct | 731 |
|---|---|
| Distinct (%) | 7.2% |
| Missing | 14 |
| Missing (%) | 0.1% |
| Memory size | 79.8 KiB |
| Minimum | 2023-01-01 00:00:00 |
|---|---|
| Maximum | 2024-12-31 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
lab_id
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 587.8 KiB |
| Lab_CHN_01 | |
|---|---|
| Lab_CHN_02 |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Lab_CHN_02 |
|---|---|
| 2nd row | Lab_CHN_01 |
| 3rd row | Lab_CHN_01 |
| 4th row | Lab_CHN_01 |
| 5th row | Lab_CHN_01 |
Common Values
| Value | Count | Frequency (%) |
| Lab_CHN_01 | 5100 | |
| Lab_CHN_02 | 5099 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| lab_chn_01 | 5100 | |
| lab_chn_02 | 5099 |
Most occurring characters
| Value | Count | Frequency (%) |
| _ | 20398 | |
| L | 10199 | |
| a | 10199 | |
| b | 10199 | |
| C | 10199 | |
| H | 10199 | |
| N | 10199 | |
| 0 | 10199 | |
| 1 | 5100 | 5.0% |
| 2 | 5099 | 5.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 101990 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| _ | 20398 | |
| L | 10199 | |
| a | 10199 | |
| b | 10199 | |
| C | 10199 | |
| H | 10199 | |
| N | 10199 | |
| 0 | 10199 | |
| 1 | 5100 | 5.0% |
| 2 | 5099 | 5.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 101990 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| _ | 20398 | |
| L | 10199 | |
| a | 10199 | |
| b | 10199 | |
| C | 10199 | |
| H | 10199 | |
| N | 10199 | |
| 0 | 10199 | |
| 1 | 5100 | 5.0% |
| 2 | 5099 | 5.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 101990 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| _ | 20398 | |
| L | 10199 | |
| a | 10199 | |
| b | 10199 | |
| C | 10199 | |
| H | 10199 | |
| N | 10199 | |
| 0 | 10199 | |
| 1 | 5100 | 5.0% |
| 2 | 5099 | 5.0% |
equipment_id
Categorical
High correlation Uniform
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 550.8 KiB |
| ICSI_02 | |
|---|---|
| INC_A1 | |
| INC_B1 | |
| MIC_X1 | |
| MIC_X2 | |
| Other values (2) |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.2858123 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ICSI_01 |
|---|---|
| 2nd row | INC_A1 |
| 3rd row | ICSI_01 |
| 4th row | INC_A2 |
| 5th row | INC_B1 |
Common Values
| Value | Count | Frequency (%) |
| ICSI_02 | 1460 | |
| INC_A1 | 1458 | |
| INC_B1 | 1457 | |
| MIC_X1 | 1457 | |
| MIC_X2 | 1457 | |
| INC_A2 | 1455 | |
| ICSI_01 | 1455 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| icsi_02 | 1460 | |
| inc_a1 | 1458 | |
| inc_b1 | 1457 | |
| mic_x1 | 1457 | |
| mic_x2 | 1457 | |
| inc_a2 | 1455 | |
| icsi_01 | 1455 |
Most occurring characters
| Value | Count | Frequency (%) |
| I | 13114 | |
| C | 10199 | |
| _ | 10199 | |
| 1 | 5827 | |
| 2 | 4372 | 6.8% |
| N | 4370 | 6.8% |
| S | 2915 | 4.5% |
| 0 | 2915 | 4.5% |
| X | 2914 | 4.5% |
| M | 2914 | 4.5% |
| Other values (2) | 4370 | 6.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 64109 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| I | 13114 | |
| C | 10199 | |
| _ | 10199 | |
| 1 | 5827 | |
| 2 | 4372 | 6.8% |
| N | 4370 | 6.8% |
| S | 2915 | 4.5% |
| 0 | 2915 | 4.5% |
| X | 2914 | 4.5% |
| M | 2914 | 4.5% |
| Other values (2) | 4370 | 6.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 64109 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| I | 13114 | |
| C | 10199 | |
| _ | 10199 | |
| 1 | 5827 | |
| 2 | 4372 | 6.8% |
| N | 4370 | 6.8% |
| S | 2915 | 4.5% |
| 0 | 2915 | 4.5% |
| X | 2914 | 4.5% |
| M | 2914 | 4.5% |
| Other values (2) | 4370 | 6.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 64109 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| I | 13114 | |
| C | 10199 | |
| _ | 10199 | |
| 1 | 5827 | |
| 2 | 4372 | 6.8% |
| N | 4370 | 6.8% |
| S | 2915 | 4.5% |
| 0 | 2915 | 4.5% |
| X | 2914 | 4.5% |
| M | 2914 | 4.5% |
| Other values (2) | 4370 | 6.8% |
equipment_type
Categorical
High correlation
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 600.6 KiB |
| ICSI_Workstation | |
|---|---|
| Microscope | |
| incubator | |
| Incubator |
Length
| Max length | 16 |
|---|---|
| Median length | 10 |
| Mean length | 11.286401 |
| Min length | 9 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ICSI_Workstation |
|---|---|
| 2nd row | incubator |
| 3rd row | ICSI_Workstation |
| 4th row | incubator |
| 5th row | incubator |
Common Values
| Value | Count | Frequency (%) |
| ICSI_Workstation | 2915 | |
| Microscope | 2914 | |
| incubator | 2254 | |
| Incubator | 2116 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| incubator | 4370 | |
| icsi_workstation | 2915 | |
| microscope | 2914 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 16028 | |
| t | 10200 | 8.9% |
| r | 10199 | 8.9% |
| c | 10198 | 8.9% |
| i | 8083 | 7.0% |
| I | 7946 | 6.9% |
| n | 7285 | 6.3% |
| a | 7285 | 6.3% |
| s | 5829 | 5.1% |
| u | 4370 | 3.8% |
| Other values (9) | 27687 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 115110 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 16028 | |
| t | 10200 | 8.9% |
| r | 10199 | 8.9% |
| c | 10198 | 8.9% |
| i | 8083 | 7.0% |
| I | 7946 | 6.9% |
| n | 7285 | 6.3% |
| a | 7285 | 6.3% |
| s | 5829 | 5.1% |
| u | 4370 | 3.8% |
| Other values (9) | 27687 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 115110 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 16028 | |
| t | 10200 | 8.9% |
| r | 10199 | 8.9% |
| c | 10198 | 8.9% |
| i | 8083 | 7.0% |
| I | 7946 | 6.9% |
| n | 7285 | 6.3% |
| a | 7285 | 6.3% |
| s | 5829 | 5.1% |
| u | 4370 | 3.8% |
| Other values (9) | 27687 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 115110 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 16028 | |
| t | 10200 | 8.9% |
| r | 10199 | 8.9% |
| c | 10198 | 8.9% |
| i | 8083 | 7.0% |
| I | 7946 | 6.9% |
| n | 7285 | 6.3% |
| a | 7285 | 6.3% |
| s | 5829 | 5.1% |
| u | 4370 | 3.8% |
| Other values (9) | 27687 |
max_capacity_hrs
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 528.0 KiB |
| 18.0 | |
|---|---|
| 10.0 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 10.0 |
|---|---|
| 2nd row | 18.0 |
| 3rd row | 18.0 |
| 4th row | 18.0 |
| 5th row | 18.0 |
Common Values
| Value | Count | Frequency (%) |
| 18.0 | 7278 | |
| 10.0 | 2921 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 18.0 | 7278 | |
| 10.0 | 2921 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 13120 | |
| 1 | 10199 | |
| . | 10199 | |
| 8 | 7278 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 40796 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13120 | |
| 1 | 10199 | |
| . | 10199 | |
| 8 | 7278 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 40796 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13120 | |
| 1 | 10199 | |
| . | 10199 | |
| 8 | 7278 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 40796 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 13120 | |
| 1 | 10199 | |
| . | 10199 | |
| 8 | 7278 |
utilization_hrs
Real number (ℝ)
High correlation
| Distinct | 1533 |
|---|---|
| Distinct (%) | 15.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.5651123 |
| Minimum | 0 |
|---|---|
| Maximum | 17.64 |
| Zeros | 8 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.699 |
| Q1 | 6.68 |
| median | 9.39 |
| Q3 | 12.49 |
| 95-th percentile | 15.861 |
| Maximum | 17.64 |
| Range | 17.64 |
| Interquartile range (IQR) | 5.81 |
Descriptive statistics
| Standard deviation | 3.7565414 |
|---|---|
| Coefficient of variation (CV) | 0.39273364 |
| Kurtosis | -0.78612866 |
| Mean | 9.5651123 |
| Median Absolute Deviation (MAD) | 2.89 |
| Skewness | 0.092246542 |
| Sum | 97554.58 |
| Variance | 14.111603 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.39 | 115 | 1.1% |
| 17.64 | 85 | 0.8% |
| 2.7 | 64 | 0.6% |
| 4.5 | 60 | 0.6% |
| 17.1 | 53 | 0.5% |
| 16.2 | 45 | 0.4% |
| 9.8 | 36 | 0.4% |
| 9.5 | 36 | 0.4% |
| 1.5 | 34 | 0.3% |
| 9 | 26 | 0.3% |
| Other values (1523) | 9645 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.03 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05 | 1 | < 0.1% |
| 0.09 | 1 | < 0.1% |
| 0.31 | 1 | < 0.1% |
| 0.63 | 1 | < 0.1% |
| 0.67 | 1 | < 0.1% |
| 0.72 | 1 | < 0.1% |
| 0.78 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 17.64 | 85 | |
| 17.62 | 1 | < 0.1% |
| 17.6 | 1 | < 0.1% |
| 17.59 | 1 | < 0.1% |
| 17.57 | 2 | < 0.1% |
| 17.56 | 1 | < 0.1% |
| 17.55 | 3 | < 0.1% |
| 17.53 | 1 | < 0.1% |
| 17.51 | 1 | < 0.1% |
| 17.5 | 1 | < 0.1% |
utilization_pct
Real number (ℝ)
High correlation
| Distinct | 90 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.60874694 |
| Minimum | 0.09 |
|---|---|
| Maximum | 0.98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.8 KiB |
Quantile statistics
| Minimum | 0.09 |
|---|---|
| 5-th percentile | 0.26 |
| Q1 | 0.48 |
| median | 0.62 |
| Q3 | 0.74 |
| 95-th percentile | 0.9 |
| Maximum | 0.98 |
| Range | 0.89 |
| Interquartile range (IQR) | 0.26 |
Descriptive statistics
| Standard deviation | 0.18790371 |
|---|---|
| Coefficient of variation (CV) | 0.30867295 |
| Kurtosis | -0.37855482 |
| Mean | 0.60874694 |
| Median Absolute Deviation (MAD) | 0.13 |
| Skewness | -0.29522665 |
| Sum | 6208.61 |
| Variance | 0.035307804 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.62 | 329 | 3.2% |
| 0.64 | 228 | 2.2% |
| 0.7 | 225 | 2.2% |
| 0.6 | 221 | 2.2% |
| 0.66 | 219 | 2.1% |
| 0.58 | 213 | 2.1% |
| 0.72 | 212 | 2.1% |
| 0.67 | 204 | 2.0% |
| 0.68 | 203 | 2.0% |
| 0.71 | 196 | 1.9% |
| Other values (80) | 7949 |
| Value | Count | Frequency (%) |
| 0.09 | 23 | 0.2% |
| 0.09 | 1 | < 0.1% |
| 0.1 | 2 | < 0.1% |
| 0.11 | 1 | < 0.1% |
| 0.13 | 4 | < 0.1% |
| 0.14 | 5 | < 0.1% |
| 0.15 | 112 | |
| 0.16 | 10 | 0.1% |
| 0.17 | 12 | 0.1% |
| 0.18 | 11 | 0.1% |
| Value | Count | Frequency (%) |
| 0.98 | 127 | |
| 0.97 | 20 | 0.2% |
| 0.96 | 19 | 0.2% |
| 0.95 | 107 | |
| 0.94 | 61 | |
| 0.93 | 31 | 0.3% |
| 0.92 | 56 | |
| 0.91 | 60 | |
| 0.9 | 112 | |
| 0.89 | 73 |
idle_hrs
Real number (ℝ)
High correlation
| Distinct | 1358 |
|---|---|
| Distinct (%) | 13.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.0087734 |
| Minimum | 0.2 |
|---|---|
| Maximum | 14.915 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.8 KiB |
Quantile statistics
| Minimum | 0.2 |
|---|---|
| 5-th percentile | 1.34 |
| Q1 | 3.54 |
| median | 5.59 |
| Q3 | 8.09 |
| 95-th percentile | 12.14 |
| Maximum | 14.915 |
| Range | 14.715 |
| Interquartile range (IQR) | 4.55 |
Descriptive statistics
| Standard deviation | 3.2522785 |
|---|---|
| Coefficient of variation (CV) | 0.54125497 |
| Kurtosis | -0.23314379 |
| Mean | 6.0087734 |
| Median Absolute Deviation (MAD) | 2.23 |
| Skewness | 0.53802168 |
| Sum | 61283.48 |
| Variance | 10.577315 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.59 | 113 | 1.1% |
| 0.36 | 91 | 0.9% |
| 14.915 | 84 | 0.8% |
| 0.9 | 59 | 0.6% |
| 13.5 | 58 | 0.6% |
| 8.5 | 48 | 0.5% |
| 1.8 | 48 | 0.5% |
| 7.5 | 33 | 0.3% |
| 0.2 | 32 | 0.3% |
| 0.5 | 30 | 0.3% |
| Other values (1348) | 9603 |
| Value | Count | Frequency (%) |
| 0.2 | 32 | 0.3% |
| 0.21 | 1 | < 0.1% |
| 0.24 | 2 | < 0.1% |
| 0.27 | 1 | < 0.1% |
| 0.28 | 1 | < 0.1% |
| 0.29 | 1 | < 0.1% |
| 0.3 | 2 | < 0.1% |
| 0.33 | 2 | < 0.1% |
| 0.36 | 91 | |
| 0.38 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 14.915 | 84 | |
| 14.86 | 1 | < 0.1% |
| 14.85 | 1 | < 0.1% |
| 14.79 | 1 | < 0.1% |
| 14.78 | 1 | < 0.1% |
| 14.77 | 2 | < 0.1% |
| 14.69 | 1 | < 0.1% |
| 14.68 | 1 | < 0.1% |
| 14.64 | 1 | < 0.1% |
| 14.63 | 2 | < 0.1% |
technical_downtime_hrs
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 518.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 10199 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 10199 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
planned_maintenance_hrs
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 518.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 10199 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 10199 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
workflow_delay_events
Real number (ℝ)
Zeros
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.24894598 |
| Minimum | 0 |
|---|---|
| Maximum | 5 |
| Zeros | 8028 |
| Zeros (%) | 78.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.51748465 |
|---|---|
| Coefficient of variation (CV) | 2.0787026 |
| Kurtosis | 5.2977666 |
| Mean | 0.24894598 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.1997388 |
| Sum | 2539 |
| Variance | 0.26779037 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 0 | 8028 | |
| 1 | 1843 | 18.1% |
| 2 | 291 | 2.9% |
| 3 | 35 | 0.3% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 8028 | |
| 1 | 1843 | 18.1% |
| 2 | 291 | 2.9% |
| 3 | 35 | 0.3% |
| 4 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 3 | 35 | 0.3% |
| 2 | 291 | 2.9% |
| 1 | 1843 | 18.1% |
| 0 | 8028 |
avg_delay_minutes
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 518.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 10199 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 10199 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
primary_procedure
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 595.3 KiB |
| Fertilization_Check | |
|---|---|
| ICSI | |
| IVF | |
| Embryo_Assessment |
Length
| Max length | 19 |
|---|---|
| Median length | 17 |
| Mean length | 10.758015 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | IVF |
|---|---|
| 2nd row | Embryo_Assessment |
| 3rd row | IVF |
| 4th row | ICSI |
| 5th row | Embryo_Assessment |
Common Values
| Value | Count | Frequency (%) |
| Fertilization_Check | 2586 | |
| ICSI | 2566 | |
| IVF | 2534 | |
| Embryo_Assessment | 2513 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| fertilization_check | 2586 | |
| icsi | 2566 | |
| ivf | 2534 | |
| embryo_assessment | 2513 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 10198 | 9.3% |
| s | 10052 | 9.2% |
| i | 7758 | 7.1% |
| t | 7685 | 7.0% |
| I | 7666 | 7.0% |
| C | 5152 | 4.7% |
| F | 5120 | 4.7% |
| r | 5099 | 4.6% |
| _ | 5099 | 4.6% |
| o | 5099 | 4.6% |
| Other values (14) | 40793 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 109721 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 10198 | 9.3% |
| s | 10052 | 9.2% |
| i | 7758 | 7.1% |
| t | 7685 | 7.0% |
| I | 7666 | 7.0% |
| C | 5152 | 4.7% |
| F | 5120 | 4.7% |
| r | 5099 | 4.6% |
| _ | 5099 | 4.6% |
| o | 5099 | 4.6% |
| Other values (14) | 40793 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 109721 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 10198 | 9.3% |
| s | 10052 | 9.2% |
| i | 7758 | 7.1% |
| t | 7685 | 7.0% |
| I | 7666 | 7.0% |
| C | 5152 | 4.7% |
| F | 5120 | 4.7% |
| r | 5099 | 4.6% |
| _ | 5099 | 4.6% |
| o | 5099 | 4.6% |
| Other values (14) | 40793 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 109721 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 10198 | 9.3% |
| s | 10052 | 9.2% |
| i | 7758 | 7.1% |
| t | 7685 | 7.0% |
| I | 7666 | 7.0% |
| C | 5152 | 4.7% |
| F | 5120 | 4.7% |
| r | 5099 | 4.6% |
| _ | 5099 | 4.6% |
| o | 5099 | 4.6% |
| Other values (14) | 40793 |
redundancy_available
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 10.1 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 7283 | |
| False | 2916 |
total_cases_day_lab
Real number (ℝ)
High correlation Zeros
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.4790666 |
| Minimum | -2 |
|---|---|
| Maximum | 20 |
| Zeros | 117 |
| Zeros (%) | 1.1% |
| Negative | 61 |
| Negative (%) | 0.6% |
| Memory size | 79.8 KiB |
Quantile statistics
| Minimum | -2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 5 |
| median | 8 |
| Q3 | 11 |
| 95-th percentile | 15 |
| Maximum | 20 |
| Range | 22 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 4.1518689 |
|---|---|
| Coefficient of variation (CV) | 0.48966108 |
| Kurtosis | -0.54496306 |
| Mean | 8.4790666 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.10683246 |
| Sum | 86478 |
| Variance | 17.238015 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 9 | 869 | 8.5% |
| 8 | 865 | 8.5% |
| 6 | 855 | 8.4% |
| 10 | 838 | 8.2% |
| 7 | 837 | 8.2% |
| 5 | 756 | 7.4% |
| 11 | 749 | 7.3% |
| 12 | 693 | 6.8% |
| 4 | 627 | 6.1% |
| 13 | 581 | 5.7% |
| Other values (13) | 2529 |
| Value | Count | Frequency (%) |
| -2 | 12 | 0.1% |
| -1 | 49 | 0.5% |
| 0 | 117 | 1.1% |
| 1 | 197 | 1.9% |
| 2 | 375 | |
| 3 | 506 | |
| 4 | 627 | |
| 5 | 756 | |
| 6 | 855 | |
| 7 | 837 |
| Value | Count | Frequency (%) |
| 20 | 16 | 0.2% |
| 19 | 35 | 0.3% |
| 18 | 73 | 0.7% |
| 17 | 135 | 1.3% |
| 16 | 229 | 2.2% |
| 15 | 332 | |
| 14 | 453 | |
| 13 | 581 | |
| 12 | 693 | |
| 11 | 749 |
utilization_efficiency
Real number (ℝ)
High correlation Missing
| Distinct | 1943 |
|---|---|
| Distinct (%) | 19.2% |
| Missing | 102 |
| Missing (%) | 1.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60.857339 |
| Minimum | 0 |
|---|---|
| Maximum | 98 |
| Zeros | 8 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 26.488 |
| Q1 | 48.2 |
| median | 62.06 |
| Q3 | 74.61 |
| 95-th percentile | 90 |
| Maximum | 98 |
| Range | 98 |
| Interquartile range (IQR) | 26.41 |
Descriptive statistics
| Standard deviation | 18.902313 |
|---|---|
| Coefficient of variation (CV) | 0.31060039 |
| Kurtosis | -0.35925616 |
| Mean | 60.857339 |
| Median Absolute Deviation (MAD) | 13.16 |
| Skewness | -0.30463295 |
| Sum | 614476.55 |
| Variance | 357.29745 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 98 | 114 | 1.1% |
| 15 | 98 | 1.0% |
| 95 | 78 | 0.8% |
| 25 | 77 | 0.8% |
| 90 | 64 | 0.6% |
| 56.5 | 24 | 0.2% |
| 58 | 22 | 0.2% |
| 61.5 | 21 | 0.2% |
| 75 | 20 | 0.2% |
| 64 | 20 | 0.2% |
| Other values (1933) | 9559 | |
| (Missing) | 102 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.3 | 1 | < 0.1% |
| 0.4 | 1 | < 0.1% |
| 0.5 | 1 | < 0.1% |
| 0.9 | 1 | < 0.1% |
| 3.1 | 1 | < 0.1% |
| 3.5 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 5.83 | 1 | < 0.1% |
| 6.61 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 98 | 114 | |
| 97.9 | 1 | < 0.1% |
| 97.89 | 1 | < 0.1% |
| 97.78 | 1 | < 0.1% |
| 97.72 | 1 | < 0.1% |
| 97.61 | 2 | < 0.1% |
| 97.6 | 1 | < 0.1% |
| 97.56 | 1 | < 0.1% |
| 97.5 | 3 | < 0.1% |
| 97.39 | 1 | < 0.1% |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2023.0 |
|---|---|
| 2nd row | 2023.0 |
| 3rd row | 2023.0 |
| 4th row | 2024.0 |
| 5th row | 2023.0 |
Common Values
| Value | Count | Frequency (%) |
| 2024.0 | 5097 | |
| 2023.0 | 5088 | |
| (Missing) | 14 | 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2024.0 | 5097 | |
| 2023.0 | 5088 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 20370 | |
| 0 | 20370 | |
| . | 10185 | |
| 4 | 5097 | 8.3% |
| 3 | 5088 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 61110 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2 | 20370 | |
| 0 | 20370 | |
| . | 10185 | |
| 4 | 5097 | 8.3% |
| 3 | 5088 | 8.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 61110 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2 | 20370 | |
| 0 | 20370 | |
| . | 10185 | |
| 4 | 5097 | 8.3% |
| 3 | 5088 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 61110 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2 | 20370 | |
| 0 | 20370 | |
| . | 10185 | |
| 4 | 5097 | 8.3% |
| 3 | 5088 | 8.3% |
month
Real number (ℝ)
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 14 |
| Missing (%) | 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.5204713 |
| Minimum | 1 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.8 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| median | 7 |
| Q3 | 10 |
| 95-th percentile | 12 |
| Maximum | 12 |
| Range | 11 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.4499562 |
|---|---|
| Coefficient of variation (CV) | 0.52909614 |
| Kurtosis | -1.209149 |
| Mean | 6.5204713 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.0077998173 |
| Sum | 66411 |
| Variance | 11.902198 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 3 | 867 | |
| 1 | 864 | |
| 12 | 864 | |
| 8 | 864 | |
| 7 | 863 | |
| 5 | 863 | |
| 10 | 861 | |
| 11 | 840 | |
| 6 | 838 | |
| 4 | 836 | |
| Other values (2) | 1625 |
| Value | Count | Frequency (%) |
| 1 | 864 | |
| 2 | 791 | |
| 3 | 867 | |
| 4 | 836 | |
| 5 | 863 | |
| 6 | 838 | |
| 7 | 863 | |
| 8 | 864 | |
| 9 | 834 | |
| 10 | 861 |
| Value | Count | Frequency (%) |
| 12 | 864 | |
| 11 | 840 | |
| 10 | 861 | |
| 9 | 834 | |
| 8 | 864 | |
| 7 | 863 | |
| 6 | 838 | |
| 5 | 863 | |
| 4 | 836 | |
| 3 | 867 |
redundancy_flag
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 498.1 KiB |
| 0 |
|---|
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 10199 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 10199 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 10199 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10199 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10199 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10199 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10199 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10199 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 10199 |
utilization_ratio
Real number (ℝ)
High correlation
| Distinct | 2003 |
|---|---|
| Distinct (%) | 19.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.60852282 |
| Minimum | 0 |
|---|---|
| Maximum | 0.98 |
| Zeros | 8 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 79.8 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.26595556 |
| Q1 | 0.48333333 |
| median | 0.61944444 |
| Q3 | 0.746 |
| 95-th percentile | 0.90388889 |
| Maximum | 0.98 |
| Range | 0.98 |
| Interquartile range (IQR) | 0.26266667 |
Descriptive statistics
| Standard deviation | 0.188805 |
|---|---|
| Coefficient of variation (CV) | 0.31026773 |
| Kurtosis | -0.35511684 |
| Mean | 0.60852282 |
| Median Absolute Deviation (MAD) | 0.13055556 |
| Skewness | -0.29208888 |
| Sum | 6206.3242 |
| Variance | 0.035647326 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.5216666667 | 91 | 0.9% |
| 0.98 | 85 | 0.8% |
| 0.25 | 77 | 0.8% |
| 0.15 | 64 | 0.6% |
| 0.95 | 53 | 0.5% |
| 0.9 | 45 | 0.4% |
| 0.15 | 34 | 0.3% |
| 0.98 | 29 | 0.3% |
| 0.95 | 25 | 0.2% |
| 0.939 | 24 | 0.2% |
| Other values (1993) | 9672 |
| Value | Count | Frequency (%) |
| 0 | 8 | |
| 0.003 | 1 | < 0.1% |
| 0.004 | 1 | < 0.1% |
| 0.005 | 1 | < 0.1% |
| 0.009 | 1 | < 0.1% |
| 0.031 | 1 | < 0.1% |
| 0.035 | 1 | < 0.1% |
| 0.04 | 1 | < 0.1% |
| 0.05833333333 | 1 | < 0.1% |
| 0.06611111111 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 0.98 | 29 | 0.3% |
| 0.98 | 85 | |
| 0.979 | 1 | < 0.1% |
| 0.9788888889 | 1 | < 0.1% |
| 0.9777777778 | 1 | < 0.1% |
| 0.9772222222 | 1 | < 0.1% |
| 0.9761111111 | 2 | < 0.1% |
| 0.976 | 1 | < 0.1% |
| 0.9755555556 | 1 | < 0.1% |
| 0.975 | 3 | < 0.1% |
downtime_total
Categorical
Constant
| Distinct | 1 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 518.0 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 10199 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 10199 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 30597 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 20398 | |
| . | 10199 |
Interactions
Correlations
| equipment_id | equipment_type | idle_hrs | lab_id | max_capacity_hrs | month | primary_procedure | record_id | redundancy_available | total_cases_day_lab | utilization_efficiency | utilization_hrs | utilization_pct | utilization_ratio | workflow_delay_events | year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| equipment_id | 1.000 | 0.816 | 0.156 | 0.000 | 0.000 | 0.000 | 0.014 | 0.000 | 0.400 | 0.000 | 0.179 | 0.143 | 0.179 | 0.177 | 0.081 | 0.000 |
| equipment_type | 0.816 | 1.000 | 0.220 | 0.000 | 0.008 | 0.000 | 0.014 | 0.000 | 0.400 | 0.000 | 0.251 | 0.202 | 0.252 | 0.250 | 0.105 | 0.000 |
| idle_hrs | 0.156 | 0.220 | 1.000 | 0.006 | 0.440 | -0.015 | 0.010 | 0.007 | 0.138 | 0.291 | -0.854 | -0.394 | -0.850 | -0.850 | -0.054 | 0.024 |
| lab_id | 0.000 | 0.000 | 0.006 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.024 | 0.006 | 0.020 | 0.023 | 0.022 | 0.000 |
| max_capacity_hrs | 0.000 | 0.008 | 0.440 | 0.000 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.722 | 0.030 | 0.637 | 0.015 | 0.030 | 0.016 | 0.000 |
| month | 0.000 | 0.000 | -0.015 | 0.000 | 0.000 | 1.000 | 0.008 | 0.010 | 0.000 | -0.009 | 0.011 | 0.005 | 0.013 | 0.013 | -0.001 | 0.000 |
| primary_procedure | 0.014 | 0.014 | 0.010 | 0.000 | 0.000 | 0.008 | 1.000 | 0.007 | 0.003 | 0.000 | 0.013 | 0.015 | 0.013 | 0.011 | 0.013 | 0.000 |
| record_id | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.010 | 0.007 | 1.000 | 0.022 | 0.011 | -0.007 | -0.002 | -0.006 | -0.007 | 0.001 | 0.029 |
| redundancy_available | 0.400 | 0.400 | 0.138 | 0.000 | 0.000 | 0.000 | 0.003 | 0.022 | 1.000 | 0.000 | 0.160 | 0.132 | 0.160 | 0.159 | 0.078 | 0.014 |
| total_cases_day_lab | 0.000 | 0.000 | 0.291 | 0.000 | 0.722 | -0.009 | 0.000 | 0.011 | 0.000 | 1.000 | 0.007 | 0.413 | 0.007 | 0.002 | -0.007 | 0.029 |
| utilization_efficiency | 0.179 | 0.251 | -0.854 | 0.024 | 0.030 | 0.011 | 0.013 | -0.007 | 0.160 | 0.007 | 1.000 | 0.765 | 0.995 | 1.000 | 0.056 | 0.000 |
| utilization_hrs | 0.143 | 0.202 | -0.394 | 0.006 | 0.637 | 0.005 | 0.015 | -0.002 | 0.132 | 0.413 | 0.765 | 1.000 | 0.754 | 0.760 | 0.039 | 0.000 |
| utilization_pct | 0.179 | 0.252 | -0.850 | 0.020 | 0.015 | 0.013 | 0.013 | -0.006 | 0.160 | 0.007 | 0.995 | 0.754 | 1.000 | 0.986 | 0.054 | 0.021 |
| utilization_ratio | 0.177 | 0.250 | -0.850 | 0.023 | 0.030 | 0.013 | 0.011 | -0.007 | 0.159 | 0.002 | 1.000 | 0.760 | 0.986 | 1.000 | 0.056 | 0.000 |
| workflow_delay_events | 0.081 | 0.105 | -0.054 | 0.022 | 0.016 | -0.001 | 0.013 | 0.001 | 0.078 | -0.007 | 0.056 | 0.039 | 0.054 | 0.056 | 1.000 | 0.023 |
| year | 0.000 | 0.000 | 0.024 | 0.000 | 0.000 | 0.000 | 0.000 | 0.029 | 0.014 | 0.029 | 0.000 | 0.000 | 0.021 | 0.000 | 0.023 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| record_id | date | lab_id | equipment_id | equipment_type | max_capacity_hrs | utilization_hrs | utilization_pct | idle_hrs | technical_downtime_hrs | planned_maintenance_hrs | workflow_delay_events | avg_delay_minutes | primary_procedure | redundancy_available | total_cases_day_lab | utilization_efficiency | year | month | redundancy_flag | utilization_ratio | downtime_total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 319 | 2023-07-15 | Lab_CHN_02 | ICSI_01 | ICSI_Workstation | 10.0 | 8.16 | 0.82 | 1.84 | 0.0 | 0.0 | 0 | 0.0 | IVF | True | 4 | 81.60 | 2023.0 | 7.0 | 0 | 0.816000 | 0.0 |
| 1 | 320 | 2023-07-27 | Lab_CHN_01 | INC_A1 | incubator | 18.0 | 15.60 | 0.87 | 2.40 | 0.0 | 0.0 | 0 | 0.0 | Embryo_Assessment | False | 10 | 86.67 | 2023.0 | 7.0 | 0 | 0.866667 | 0.0 |
| 2 | 321 | 2023-10-24 | Lab_CHN_01 | ICSI_01 | ICSI_Workstation | 18.0 | 15.67 | 0.87 | 2.33 | 0.0 | 0.0 | 0 | 0.0 | IVF | False | 2 | 87.06 | 2023.0 | 10.0 | 0 | 0.870556 | 0.0 |
| 3 | 322 | 2024-02-21 | Lab_CHN_01 | INC_A2 | incubator | 18.0 | 6.56 | 0.36 | 10.04 | 0.0 | 0.0 | 1 | 0.0 | ICSI | True | 15 | 36.44 | 2024.0 | 2.0 | 0 | 0.364444 | 0.0 |
| 4 | 323 | 2023-02-24 | Lab_CHN_01 | INC_B1 | incubator | 18.0 | 15.01 | 0.83 | 2.99 | 0.0 | 0.0 | 0 | 0.0 | Embryo_Assessment | True | 9 | 83.39 | 2023.0 | 2.0 | 0 | 0.833889 | 0.0 |
| 5 | 324 | 2024-05-10 | Lab_CHN_01 | MIC_X1 | Microscope | 18.0 | 7.49 | 0.42 | 10.51 | 0.0 | 0.0 | 0 | 0.0 | Fertilization_Check | True | 18 | 41.61 | 2024.0 | 5.0 | 0 | 0.416111 | 0.0 |
| 6 | 325 | 2024-08-31 | Lab_CHN_02 | ICSI_01 | ICSI_Workstation | 10.0 | 5.98 | 0.60 | 4.02 | 0.0 | 0.0 | 0 | 0.0 | IVF | True | 3 | 59.80 | 2024.0 | 8.0 | 0 | 0.598000 | 0.0 |
| 7 | 326 | 2024-08-07 | Lab_CHN_02 | ICSI_02 | ICSI_Workstation | 18.0 | 11.97 | 0.66 | 6.03 | 0.0 | 0.0 | 0 | 0.0 | Fertilization_Check | True | 11 | 66.50 | 2024.0 | 8.0 | 0 | 0.665000 | 0.0 |
| 8 | 327 | 2024-08-04 | Lab_CHN_02 | INC_B1 | incubator | 10.0 | 8.63 | 0.86 | 1.37 | 0.0 | 0.0 | 3 | 0.0 | IVF | True | 3 | 86.30 | 2024.0 | 8.0 | 0 | 0.863000 | 0.0 |
| 9 | 328 | 2024-06-12 | Lab_CHN_02 | MIC_X2 | Microscope | 18.0 | 14.10 | 0.78 | 3.90 | 0.0 | 0.0 | 0 | 0.0 | IVF | True | 10 | 78.33 | 2024.0 | 6.0 | 0 | 0.783333 | 0.0 |
| record_id | date | lab_id | equipment_id | equipment_type | max_capacity_hrs | utilization_hrs | utilization_pct | idle_hrs | technical_downtime_hrs | planned_maintenance_hrs | workflow_delay_events | avg_delay_minutes | primary_procedure | redundancy_available | total_cases_day_lab | utilization_efficiency | year | month | redundancy_flag | utilization_ratio | downtime_total | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10189 | 10743 | 2024-04-29 | Lab_CHN_01 | ICSI_02 | ICSI_Workstation | 18.0 | 13.63 | 0.76 | 4.37 | 0.0 | 0.0 | 0 | 0.0 | IVF | True | 10 | 75.72 | 2024.0 | 4.0 | 0 | 0.757222 | 0.0 |
| 10190 | 10744 | 2024-03-22 | Lab_CHN_02 | ICSI_02 | ICSI_Workstation | 18.0 | 6.63 | 0.37 | 11.37 | 0.0 | 0.0 | 1 | 0.0 | ICSI | True | 11 | 36.83 | 2024.0 | 3.0 | 0 | 0.368333 | 0.0 |
| 10191 | 10745 | 2023-01-07 | Lab_CHN_02 | ICSI_01 | ICSI_Workstation | 10.0 | 7.04 | 0.70 | 2.96 | 0.0 | 0.0 | 0 | 0.0 | Fertilization_Check | False | 4 | 70.40 | 2023.0 | 1.0 | 0 | 0.704000 | 0.0 |
| 10192 | 10746 | 2024-02-23 | Lab_CHN_01 | ICSI_01 | ICSI_Workstation | 18.0 | 12.51 | 0.70 | 5.49 | 0.0 | 0.0 | 3 | 0.0 | Fertilization_Check | True | 11 | 69.50 | 2024.0 | 2.0 | 0 | 0.695000 | 0.0 |
| 10193 | 10747 | 2024-06-11 | Lab_CHN_01 | MIC_X2 | Microscope | 18.0 | 11.76 | 0.65 | 4.12 | 0.0 | 0.0 | 0 | 0.0 | Embryo_Assessment | True | 6 | 65.33 | 2024.0 | 6.0 | 0 | 0.653333 | 0.0 |
| 10194 | 10748 | 2024-11-29 | Lab_CHN_02 | ICSI_02 | ICSI_Workstation | 18.0 | 14.87 | 0.83 | 3.13 | 0.0 | 0.0 | 0 | 0.0 | ICSI | True | 11 | 82.61 | 2024.0 | 11.0 | 0 | 0.826111 | 0.0 |
| 10195 | 10749 | 2024-07-08 | Lab_CHN_02 | INC_A1 | Incubator | 18.0 | 13.12 | 0.73 | 4.88 | 0.0 | 0.0 | 0 | 0.0 | Fertilization_Check | True | 9 | 72.89 | 2024.0 | 7.0 | 0 | 0.728889 | 0.0 |
| 10196 | 10750 | 2024-01-08 | Lab_CHN_02 | MIC_X1 | Microscope | 18.0 | 11.60 | 0.64 | 6.40 | 0.0 | 0.0 | 1 | 0.0 | IVF | True | 2 | 64.44 | 2024.0 | 1.0 | 0 | 0.644444 | 0.0 |
| 10197 | 10751 | 2023-04-07 | Lab_CHN_01 | INC_B1 | incubator | 18.0 | 11.69 | 0.65 | 6.31 | 0.0 | 0.0 | 0 | 0.0 | IVF | True | 10 | 64.94 | 2023.0 | 4.0 | 0 | 0.649444 | 0.0 |
| 10198 | 10752 | 2023-09-13 | Lab_CHN_02 | ICSI_01 | ICSI_Workstation | 18.0 | 8.71 | 0.48 | 9.29 | 0.0 | 0.0 | 0 | 0.0 | IVF | True | 11 | 48.39 | 2023.0 | 9.0 | 0 | 0.483889 | 0.0 |